{"id":"W4243448975","doi":"10.32920/ryerson.14648934","title":"Perceptions of family involvement and cultural responsiveness in early childhood education","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Parental Involvement in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Education and Early Childhood Development; Brock University","funders":"","keywords":"Scope (computer science); Early childhood; Curriculum; Perception; Early childhood education; Psychology; Developmental psychology; Pedagogy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005393659,0.0002481586,0.0002263241,0.0005445936,0.001619197,0.001522791,0.0002875375,0.0004879354,0.001801124],"category_scores_gemma":[0.01477492,0.0002575493,0.000210903,0.0002619539,0.001644013,0.0006656652,0.001799485,0.000918814,0.0001001256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007610462,"about_ca_system_score_gemma":0.001136222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003984402,"about_ca_topic_score_gemma":0.005948268,"domain_scores_codex":[0.9946819,0.003967046,0.0001654604,0.00014835,0.0005900917,0.0004471475],"domain_scores_gemma":[0.9891643,0.006320039,0.00196169,0.0002975516,0.0005744731,0.00168195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001741601,0.0004667155,0.4595083,0.0001516256,0.00006862593,0.001433858,0.5066264,0.0002364631,0.002594444,0.0007996933,0.0002975489,0.02764221],"study_design_scores_gemma":[0.00001827208,0.0005382622,0.3942314,0.000218218,0.00003802161,0.001723392,0.5963845,0.0002892108,0.0008454071,0.000322343,0.005352753,0.00003820425],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985972,0.0001131369,0.0001016253,0.0001109194,0.000003356815,0.0000047705,0.00000281066,0.000001039027,0.001065195],"genre_scores_gemma":[0.9996,0.00009715878,0.00005392709,0.00002582975,0.00000178413,0.000004658918,0.000003226163,6.908782e-7,0.0002126929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005393659,"threshold_uncertainty_score":0.0285247,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05476459788438839,"score_gpt":0.3704676223883749,"score_spread":0.3157030245039866,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}